The Hardest AI Security Problems Now Live Outside the Model

Unite.AI
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The 2026 OWASP Top 10 for LLM Applications highlights a shift in AI security risks, emphasizing challenges in managing model outputs that trigger actions with authority in enterprise systems. Risks like excessive agency and unbounded consumption now rank higher, reflecting real-world integration complexities beyond just model evaluation.

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